{"id":"https://openalex.org/W4226476555","doi":"https://doi.org/10.1109/tcomm.2022.3162576","title":"Byzantine Fault Tolerant Distributed Stochastic Gradient Descent Based on Over-the-Air Computation","display_name":"Byzantine Fault Tolerant Distributed Stochastic Gradient Descent Based on Over-the-Air Computation","publication_year":2022,"publication_date":"2022-03-28","ids":{"openalex":"https://openalex.org/W4226476555","doi":"https://doi.org/10.1109/tcomm.2022.3162576"},"language":"en","primary_location":{"id":"doi:10.1109/tcomm.2022.3162576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2022.3162576","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Communications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050418250","display_name":"Sangjun Park","orcid":"https://orcid.org/0000-0002-3866-908X"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Sangjun Park","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035102148","display_name":"Wan Choi","orcid":"https://orcid.org/0000-0003-3930-7088"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Wan Choi","raw_affiliation_strings":["School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea","Department of Electrical and Computer Engineering, Seoul National University (SNU), Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea","institution_ids":["https://openalex.org/I157485424"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Seoul National University (SNU), Seoul, South Korea","institution_ids":["https://openalex.org/I139264467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5050418250"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":1.5169,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.85011856,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"70","issue":"5","first_page":"3204","last_page":"3219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.674994707107544},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6490457057952881},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.6247407793998718},{"id":"https://openalex.org/keywords/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.6116499900817871},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.5784775018692017},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5461207628250122},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5235918760299683},{"id":"https://openalex.org/keywords/byzantine-architecture","display_name":"Byzantine architecture","score":0.4959629476070404},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42157065868377686},{"id":"https://openalex.org/keywords/distributed-algorithm","display_name":"Distributed algorithm","score":0.41614702343940735},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37306690216064453},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33733677864074707},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.305331289768219},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.26175788044929504},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12999457120895386},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07210302352905273}],"concepts":[{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.674994707107544},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6490457057952881},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6247407793998718},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.6116499900817871},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.5784775018692017},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5461207628250122},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5235918760299683},{"id":"https://openalex.org/C104562893","wikidata":"https://www.wikidata.org/wiki/Q47591","display_name":"Byzantine architecture","level":2,"score":0.4959629476070404},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42157065868377686},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.41614702343940735},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37306690216064453},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33733677864074707},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.305331289768219},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.26175788044929504},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12999457120895386},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07210302352905273},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcomm.2022.3162576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2022.3162576","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8915457497","display_name":null,"funder_award_id":"SRFC-IT1901-17","funder_id":"https://openalex.org/F4320332195","funder_display_name":"Samsung"}],"funders":[{"id":"https://openalex.org/F4320332195","display_name":"Samsung","ror":"https://ror.org/04w3jy968"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2060393849","https://openalex.org/W2268702383","https://openalex.org/W2752784462","https://openalex.org/W2763081248","https://openalex.org/W2794834851","https://openalex.org/W2907379776","https://openalex.org/W2962883549","https://openalex.org/W2963378855","https://openalex.org/W2975156709","https://openalex.org/W2980815282","https://openalex.org/W2981138228","https://openalex.org/W2999074226","https://openalex.org/W3006919779","https://openalex.org/W3010012151","https://openalex.org/W3030589255","https://openalex.org/W3045357181","https://openalex.org/W3083303111","https://openalex.org/W3090615085","https://openalex.org/W3100515187","https://openalex.org/W3101352448","https://openalex.org/W3187692984","https://openalex.org/W3204091362","https://openalex.org/W6679154944","https://openalex.org/W6743821447","https://openalex.org/W6748626757","https://openalex.org/W6752429284","https://openalex.org/W6767131848","https://openalex.org/W6782747381"],"related_works":["https://openalex.org/W635625959","https://openalex.org/W1548189724","https://openalex.org/W4242769984","https://openalex.org/W2034320198","https://openalex.org/W1985305288","https://openalex.org/W4252331942","https://openalex.org/W4386477301","https://openalex.org/W4220997590","https://openalex.org/W2763042189","https://openalex.org/W2953763514"],"abstract_inverted_index":{"Wireless":[0],"distributed":[1,75,92,121,153],"machine":[2,24,76,122],"learning":[3,9,25,37,77,105,123],"is":[4,38,81,98,107,199],"envisaged":[5],"to":[6,100,125,139],"facilitate":[7],"advanced":[8],"services":[10],"and":[11,43,59,112,119,145,178,182,205],"applications":[12],"in":[13,30,36,136,174],"wireless":[14,31,41,74,91],"networks":[15],"consisting":[16],"of":[17,55,73,159,164,186,196],"devices":[18,80],"with":[19,177,190],"limited":[20,39],"computing":[21],"capability.":[22],"Distributed":[23],"algorithms":[26,171,189,198],"are":[27,172],"more":[28,117],"vulnerable":[29],"systems":[32],"since":[33],"information":[34,60],"exchange":[35],"by":[40,53,62,109,201],"resources":[42],"channel":[44,63],"conditions.":[45],"Moreover,":[46],"their":[47],"performance":[48],"can":[49,65],"be":[50,66],"significantly":[51],"degraded":[52],"attacks":[54],"the":[56,137,152,160,165,169,175,184,187,191,197,203],"Byzantine":[57,69,79,101,126,180],"devices,":[58,181],"distorted":[61],"fading":[64],"treated":[67],"as":[68],"attacks.":[70,102],"Consequently,":[71],"protection":[72],"from":[78],"paramount.":[82],"Leveraging":[83],"over-the-air":[84],"computation,":[85],"we":[86],"put":[87],"forth":[88],"a":[89],"novel":[90,111],"stochastic":[93],"gradient":[94],"descent":[95],"system":[96,106],"which":[97,115],"resilient":[99,124],"The":[103,194],"proposed":[104,170,188],"underpinned":[108],"two":[110],"distinct":[113],"features":[114],"enable":[116],"accurate":[118],"faster":[120],"attacks:":[127],"<xref":[128,146],"ref-type=\"disp-formula\"":[129,147],"rid=\"deqn1-deqn2\"":[130,148],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[131,149],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">(1)</xref>":[132],"collecting":[133],"training":[134,143],"data":[135],"PS":[138],"obtain":[140],"its":[141],"own":[142],"results":[144],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">(2)</xref>":[150],"grouping":[151],"devices.":[154],"We":[155],"derive":[156],"upper":[157],"bounds":[158],"mean":[161],"square":[162],"error":[163],"global":[166],"parameter":[167],"when":[168],"used":[173],"cases":[176],"without":[179],"prove":[183],"convergence":[185,206],"derived":[192],"bounds.":[193],"effectiveness":[195],"validated":[200],"showing":[202],"accuracy":[204],"speed.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
